Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.6 KiB |
| Average record size in memory | 88.5 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:32:47.184905 |
|---|---|
| Analysis finished | 2020-08-25 00:33:03.944793 |
| Duration | 16.76 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz5 is highly correlated with oz3 | High correlation |
oz3 is highly correlated with oz5 | High correlation |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.434717655181885e-09 |
|---|---|
| Minimum | -2.4286046028137207 |
| Maximum | 2.118593692779541 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.428604603 |
|---|---|
| 5-th percentile | -1.657227451 |
| Q1 | -0.6812887788 |
| median | -0.06594005413 |
| Q3 | 0.7720926553 |
| 95-th percentile | 1.667501742 |
| Maximum | 2.118593693 |
| Range | 4.547198296 |
| Interquartile range (IQR) | 1.453381434 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -291144746.6 |
| Kurtosis | -0.7255971278 |
| Mean | -3.434717655e-09 |
| Median Absolute Deviation (MAD) | 0.7329620719 |
| Skewness | 0.001730700047 |
| Sum | -8.586794138e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.720692396 | 1 | 0.4% | |
| -1.888017535 | 1 | 0.4% | |
| -1.450570703 | 1 | 0.4% | |
| 0.4209911823 | 1 | 0.4% | |
| 0.9699097276 | 1 | 0.4% | |
| -0.5558451414 | 1 | 0.4% | |
| 0.4729904234 | 1 | 0.4% | |
| 2.063676834 | 1 | 0.4% | |
| 0.1506778747 | 1 | 0.4% | |
| -0.3473265171 | 1 | 0.4% | |
| -0.07041602582 | 1 | 0.4% | |
| 1.35580337 | 1 | 0.4% | |
| 1.088116646 | 1 | 0.4% | |
| 1.685322165 | 1 | 0.4% | |
| -0.3506670892 | 1 | 0.4% | |
| 2.014773369 | 1 | 0.4% | |
| 0.429261446 | 1 | 0.4% | |
| 1.680354357 | 1 | 0.4% | |
| 0.2525503039 | 1 | 0.4% | |
| -0.1746323258 | 1 | 0.4% | |
| 1.496389389 | 1 | 0.4% | |
| -0.4665124714 | 1 | 0.4% | |
| -0.4393830597 | 1 | 0.4% | |
| 0.2092560828 | 1 | 0.4% | |
| -0.1735147387 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.428604603 | 1 | 0.4% | |
| -2.031639814 | 1 | 0.4% | |
| -1.888017535 | 1 | 0.4% | |
| -1.881557584 | 1 | 0.4% | |
| -1.851770401 | 1 | 0.4% | |
| -1.817650199 | 1 | 0.4% | |
| -1.812755585 | 1 | 0.4% | |
| -1.804225802 | 1 | 0.4% | |
| -1.74875164 | 1 | 0.4% | |
| -1.73342824 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.118593693 | 1 | 0.4% | |
| 2.063676834 | 1 | 0.4% | |
| 2.014773369 | 1 | 0.4% | |
| 1.994001746 | 1 | 0.4% | |
| 1.985874295 | 1 | 0.4% | |
| 1.909713745 | 1 | 0.4% | |
| 1.893350244 | 1 | 0.4% | |
| 1.783429146 | 1 | 0.4% | |
| 1.720692396 | 1 | 0.4% | |
| 1.706035733 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.7136335372924804e-10 |
|---|---|
| Minimum | -1.7072352170944214 |
| Maximum | 1.6689813137054443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.707235217 |
|---|---|
| 5-th percentile | -1.53767131 |
| Q1 | -0.8958309293 |
| median | -0.005190636031 |
| Q3 | 0.907957077 |
| 95-th percentile | 1.518771279 |
| Maximum | 1.668981314 |
| Range | 3.376216531 |
| Interquartile range (IQR) | 1.803788006 |
Descriptive statistics
| Standard deviation | 0.9999999981 |
|---|---|
| Coefficient of variation (CV) | -5835553380 |
| Kurtosis | -1.191059815 |
| Mean | -1.713633537e-10 |
| Median Absolute Deviation (MAD) | 0.8923615264 |
| Skewness | -0.006975877685 |
| Sum | -4.284083843e-08 |
| Variance | 0.9999999962 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.3815903664 | 1 | 0.4% | |
| 0.1650840044 | 1 | 0.4% | |
| 1.502352595 | 1 | 0.4% | |
| 1.060943484 | 1 | 0.4% | |
| -0.4779298902 | 1 | 0.4% | |
| 1.406840682 | 1 | 0.4% | |
| -0.1665519923 | 1 | 0.4% | |
| 1.624406576 | 1 | 0.4% | |
| -0.72870332 | 1 | 0.4% | |
| -0.4122022092 | 1 | 0.4% | |
| 0.9245026112 | 1 | 0.4% | |
| -0.568462193 | 1 | 0.4% | |
| 0.03355015442 | 1 | 0.4% | |
| -1.439813852 | 1 | 0.4% | |
| -0.8932427764 | 1 | 0.4% | |
| 0.2174487263 | 1 | 0.4% | |
| -1.408479452 | 1 | 0.4% | |
| 0.616861403 | 1 | 0.4% | |
| 0.3150114715 | 1 | 0.4% | |
| 0.4744462073 | 1 | 0.4% | |
| 0.6441996694 | 1 | 0.4% | |
| -0.06880607456 | 1 | 0.4% | |
| -0.5846221447 | 1 | 0.4% | |
| -1.382515788 | 1 | 0.4% | |
| 0.5606933236 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.707235217 | 1 | 0.4% | |
| -1.691282392 | 1 | 0.4% | |
| -1.690640807 | 1 | 0.4% | |
| -1.685111403 | 1 | 0.4% | |
| -1.678392053 | 1 | 0.4% | |
| -1.676714063 | 1 | 0.4% | |
| -1.659183502 | 1 | 0.4% | |
| -1.6580832 | 1 | 0.4% | |
| -1.636535764 | 1 | 0.4% | |
| -1.627606392 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.668981314 | 1 | 0.4% | |
| 1.660235763 | 1 | 0.4% | |
| 1.651547194 | 1 | 0.4% | |
| 1.651087642 | 1 | 0.4% | |
| 1.646972895 | 1 | 0.4% | |
| 1.629472256 | 1 | 0.4% | |
| 1.624406576 | 1 | 0.4% | |
| 1.593643069 | 1 | 0.4% | |
| 1.592980742 | 1 | 0.4% | |
| 1.575318456 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0728836059570312e-09 |
|---|---|
| Minimum | -1.9171030521392824 |
| Maximum | 2.7800800800323486 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.917103052 |
|---|---|
| 5-th percentile | -1.286448032 |
| Q1 | -0.7012441158 |
| median | -0.2699349523 |
| Q3 | 0.5908212066 |
| 95-th percentile | 1.880401534 |
| Maximum | 2.78008008 |
| Range | 4.697183132 |
| Interquartile range (IQR) | 1.292065322 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -932067557.8 |
| Kurtosis | 0.1218918789 |
| Mean | -1.072883606e-09 |
| Median Absolute Deviation (MAD) | 0.5933224261 |
| Skewness | 0.7699137295 |
| Sum | -2.682209015e-07 |
| Variance | 1.000000005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.902128339 | 1 | 0.4% | |
| -0.1202595234 | 1 | 0.4% | |
| 0.3959037066 | 1 | 0.4% | |
| -1.331420898 | 1 | 0.4% | |
| 2.520253181 | 1 | 0.4% | |
| 0.2092732042 | 1 | 0.4% | |
| -0.4051187634 | 1 | 0.4% | |
| -0.4483296871 | 1 | 0.4% | |
| -0.111842677 | 1 | 0.4% | |
| -0.4086050987 | 1 | 0.4% | |
| -0.8444100022 | 1 | 0.4% | |
| -0.8947021961 | 1 | 0.4% | |
| -0.7906979322 | 1 | 0.4% | |
| -1.676620841 | 1 | 0.4% | |
| 1.85384655 | 1 | 0.4% | |
| -0.6905893087 | 1 | 0.4% | |
| 0.9940094948 | 1 | 0.4% | |
| -0.6637325287 | 1 | 0.4% | |
| 0.1854573339 | 1 | 0.4% | |
| -0.2101658881 | 1 | 0.4% | |
| -0.02680594474 | 1 | 0.4% | |
| 1.269834518 | 1 | 0.4% | |
| -0.8326707482 | 1 | 0.4% | |
| -0.6197788119 | 1 | 0.4% | |
| -0.5493534803 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.917103052 | 1 | 0.4% | |
| -1.858220458 | 1 | 0.4% | |
| -1.676824212 | 1 | 0.4% | |
| -1.676620841 | 1 | 0.4% | |
| -1.673955798 | 1 | 0.4% | |
| -1.574854136 | 1 | 0.4% | |
| -1.501682878 | 1 | 0.4% | |
| -1.467813969 | 1 | 0.4% | |
| -1.361917496 | 1 | 0.4% | |
| -1.356716514 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.78008008 | 1 | 0.4% | |
| 2.778150797 | 1 | 0.4% | |
| 2.726057529 | 1 | 0.4% | |
| 2.676872015 | 1 | 0.4% | |
| 2.64363575 | 1 | 0.4% | |
| 2.573010683 | 1 | 0.4% | |
| 2.520253181 | 1 | 0.4% | |
| 2.311575413 | 1 | 0.4% | |
| 2.306075811 | 1 | 0.4% | |
| 2.192516327 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.4994293451309205e-09 |
|---|---|
| Minimum | -1.6518397331237793 |
| Maximum | 1.6098575592041016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.651839733 |
|---|---|
| 5-th percentile | -1.549919313 |
| Q1 | -0.9049836695 |
| median | 0.04596606083 |
| Q3 | 0.898381561 |
| 95-th percentile | 1.541568434 |
| Maximum | 1.609857559 |
| Range | 3.261697292 |
| Interquartile range (IQR) | 1.803365231 |
Descriptive statistics
| Standard deviation | 0.9999999942 |
|---|---|
| Coefficient of variation (CV) | -666920383.7 |
| Kurtosis | -1.290883216 |
| Mean | -1.499429345e-09 |
| Median Absolute Deviation (MAD) | 0.9138779044 |
| Skewness | 0.001576376872 |
| Sum | -3.748573363e-07 |
| Variance | 0.9999999885 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.463131666 | 1 | 0.4% | |
| -0.7721379995 | 1 | 0.4% | |
| -1.549696326 | 1 | 0.4% | |
| 1.279666901 | 1 | 0.4% | |
| 1.578277349 | 1 | 0.4% | |
| -0.2421107739 | 1 | 0.4% | |
| -0.9060695767 | 1 | 0.4% | |
| 1.554071188 | 1 | 0.4% | |
| 1.293326974 | 1 | 0.4% | |
| -1.296254158 | 1 | 0.4% | |
| -1.583609581 | 1 | 0.4% | |
| 0.4953028858 | 1 | 0.4% | |
| 0.6637494564 | 1 | 0.4% | |
| -0.9982842803 | 1 | 0.4% | |
| 0.03857536241 | 1 | 0.4% | |
| -0.6623163819 | 1 | 0.4% | |
| 1.587182045 | 1 | 0.4% | |
| -0.972819984 | 1 | 0.4% | |
| 0.3504229188 | 1 | 0.4% | |
| -0.4405097961 | 1 | 0.4% | |
| -1.282543182 | 1 | 0.4% | |
| -0.4841358066 | 1 | 0.4% | |
| 1.472965956 | 1 | 0.4% | |
| -1.55206728 | 1 | 0.4% | |
| -0.04396623001 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.651839733 | 1 | 0.4% | |
| -1.627524972 | 1 | 0.4% | |
| -1.623226523 | 1 | 0.4% | |
| -1.617791057 | 1 | 0.4% | |
| -1.595358372 | 1 | 0.4% | |
| -1.583609581 | 1 | 0.4% | |
| -1.566833854 | 1 | 0.4% | |
| -1.55916059 | 1 | 0.4% | |
| -1.556499124 | 1 | 0.4% | |
| -1.55250895 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.609857559 | 1 | 0.4% | |
| 1.609160423 | 1 | 0.4% | |
| 1.603379607 | 1 | 0.4% | |
| 1.598531604 | 1 | 0.4% | |
| 1.587182045 | 1 | 0.4% | |
| 1.578277349 | 1 | 0.4% | |
| 1.574967861 | 1 | 0.4% | |
| 1.570645928 | 1 | 0.4% | |
| 1.55847919 | 1 | 0.4% | |
| 1.557702184 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.2258609533309938e-09 |
|---|---|
| Minimum | -1.501611828804016 |
| Maximum | 3.9639952182769775 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.501611829 |
|---|---|
| 5-th percentile | -1.001247478 |
| Q1 | -0.7051306665 |
| median | -0.3487244695 |
| Q3 | 0.518714875 |
| 95-th percentile | 2.175535679 |
| Maximum | 3.963995218 |
| Range | 5.465607047 |
| Interquartile range (IQR) | 1.223845541 |
Descriptive statistics
| Standard deviation | 0.9999999987 |
|---|---|
| Coefficient of variation (CV) | -449264360.9 |
| Kurtosis | 2.121880177 |
| Mean | -2.225860953e-09 |
| Median Absolute Deviation (MAD) | 0.4533940144 |
| Skewness | 1.451888849 |
| Sum | -5.564652383e-07 |
| Variance | 0.9999999975 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.103519201 | 1 | 0.4% | |
| -0.1833886355 | 1 | 0.4% | |
| -0.6759554148 | 1 | 0.4% | |
| -0.8580832481 | 1 | 0.4% | |
| -0.5074961185 | 1 | 0.4% | |
| -1.501611829 | 1 | 0.4% | |
| -0.5587616563 | 1 | 0.4% | |
| 2.325506687 | 1 | 0.4% | |
| -0.4707853496 | 1 | 0.4% | |
| -0.9059259892 | 1 | 0.4% | |
| -0.1713055521 | 1 | 0.4% | |
| 1.685872436 | 1 | 0.4% | |
| -0.8132321835 | 1 | 0.4% | |
| 0.0875249505 | 1 | 0.4% | |
| -0.2307524383 | 1 | 0.4% | |
| 0.1200982779 | 1 | 0.4% | |
| -0.6090117693 | 1 | 0.4% | |
| 0.1020084992 | 1 | 0.4% | |
| -1.016447186 | 1 | 0.4% | |
| -0.5125873089 | 1 | 0.4% | |
| -0.01159891672 | 1 | 0.4% | |
| -0.4251201451 | 1 | 0.4% | |
| -0.09907772392 | 1 | 0.4% | |
| -0.6817809343 | 1 | 0.4% | |
| -0.8619552851 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.501611829 | 1 | 0.4% | |
| -1.447952151 | 1 | 0.4% | |
| -1.358840942 | 1 | 0.4% | |
| -1.337824106 | 1 | 0.4% | |
| -1.158475518 | 1 | 0.4% | |
| -1.132338047 | 1 | 0.4% | |
| -1.103519201 | 1 | 0.4% | |
| -1.101309299 | 1 | 0.4% | |
| -1.03271544 | 1 | 0.4% | |
| -1.030087113 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 3.963995218 | 1 | 0.4% | |
| 3.735434771 | 1 | 0.4% | |
| 3.594274759 | 1 | 0.4% | |
| 3.518286467 | 1 | 0.4% | |
| 2.448481083 | 1 | 0.4% | |
| 2.378384352 | 1 | 0.4% | |
| 2.361174822 | 1 | 0.4% | |
| 2.331471682 | 1 | 0.4% | |
| 2.325506687 | 1 | 0.4% | |
| 2.320382833 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.848705768585205e-10 |
|---|---|
| Minimum | -2.2720327377319336 |
| Maximum | 2.807206630706787 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.272032738 |
|---|---|
| 5-th percentile | -1.264066434 |
| Q1 | -0.7904641181 |
| median | -0.2351881862 |
| Q3 | 0.6233696193 |
| 95-th percentile | 1.830995399 |
| Maximum | 2.807206631 |
| Range | 5.079239368 |
| Interquartile range (IQR) | 1.413833737 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | 1709779978 |
| Kurtosis | 0.06053719483 |
| Mean | 5.848705769e-10 |
| Median Absolute Deviation (MAD) | 0.6439907849 |
| Skewness | 0.7629423308 |
| Sum | 1.462176442e-07 |
| Variance | 1.000000005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.102533102 | 1 | 0.4% | |
| -0.1631222516 | 1 | 0.4% | |
| -1.154661059 | 1 | 0.4% | |
| 0.9695469737 | 1 | 0.4% | |
| -0.5026173592 | 1 | 0.4% | |
| -1.310897946 | 1 | 0.4% | |
| -0.4810414314 | 1 | 0.4% | |
| 0.2277030796 | 1 | 0.4% | |
| -0.8155950308 | 1 | 0.4% | |
| 0.5397122502 | 1 | 0.4% | |
| -0.0662746802 | 1 | 0.4% | |
| -0.2605755329 | 1 | 0.4% | |
| -0.4117898345 | 1 | 0.4% | |
| 0.2515389323 | 1 | 0.4% | |
| 2.330667973 | 1 | 0.4% | |
| -0.6539517641 | 1 | 0.4% | |
| -1.288340211 | 1 | 0.4% | |
| 0.4763333499 | 1 | 0.4% | |
| 2.807206631 | 1 | 0.4% | |
| 0.8238482475 | 1 | 0.4% | |
| 0.9347062111 | 1 | 0.4% | |
| 1.637966633 | 1 | 0.4% | |
| 0.2043793797 | 1 | 0.4% | |
| -0.4664593339 | 1 | 0.4% | |
| 0.4446467757 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.272032738 | 1 | 0.4% | |
| -1.881827593 | 1 | 0.4% | |
| -1.455452561 | 1 | 0.4% | |
| -1.426723361 | 1 | 0.4% | |
| -1.389366031 | 1 | 0.4% | |
| -1.365682244 | 1 | 0.4% | |
| -1.331135392 | 1 | 0.4% | |
| -1.326176643 | 1 | 0.4% | |
| -1.310897946 | 1 | 0.4% | |
| -1.310484648 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.807206631 | 1 | 0.4% | |
| 2.803657293 | 1 | 0.4% | |
| 2.648854494 | 1 | 0.4% | |
| 2.62060976 | 1 | 0.4% | |
| 2.553225279 | 1 | 0.4% | |
| 2.462944269 | 1 | 0.4% | |
| 2.412816286 | 1 | 0.4% | |
| 2.334550619 | 1 | 0.4% | |
| 2.330667973 | 1 | 0.4% | |
| 2.288734436 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.896413207054138e-09 |
|---|---|
| Minimum | -1.5660804510116575 |
| Maximum | 1.88345205783844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.566080451 |
|---|---|
| 5-th percentile | -1.437578553 |
| Q1 | -0.8006329089 |
| median | -0.1212036386 |
| Q3 | 0.7919240892 |
| 95-th percentile | 1.715402216 |
| Maximum | 1.883452058 |
| Range | 3.449532509 |
| Interquartile range (IQR) | 1.592556998 |
Descriptive statistics
| Standard deviation | 0.9999999995 |
|---|---|
| Coefficient of variation (CV) | -345254605.6 |
| Kurtosis | -1.121785856 |
| Mean | -2.896413207e-09 |
| Median Absolute Deviation (MAD) | 0.8171505406 |
| Skewness | 0.2434012663 |
| Sum | -7.241033018e-07 |
| Variance | 0.9999999989 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.5761179924 | 1 | 0.4% | |
| -0.883928299 | 1 | 0.4% | |
| -0.7555422187 | 1 | 0.4% | |
| -1.483905077 | 1 | 0.4% | |
| 0.1987347752 | 1 | 0.4% | |
| 0.9830758572 | 1 | 0.4% | |
| -0.6212575436 | 1 | 0.4% | |
| -1.566080451 | 1 | 0.4% | |
| 1.309891343 | 1 | 0.4% | |
| -1.037433147 | 1 | 0.4% | |
| 1.474928141 | 1 | 0.4% | |
| -0.7848260403 | 1 | 0.4% | |
| -0.6476169229 | 1 | 0.4% | |
| -0.4192650914 | 1 | 0.4% | |
| 1.670221448 | 1 | 0.4% | |
| -0.5974932909 | 1 | 0.4% | |
| 0.1247408092 | 1 | 0.4% | |
| 1.442670822 | 1 | 0.4% | |
| -0.6144006848 | 1 | 0.4% | |
| 0.6202589869 | 1 | 0.4% | |
| -1.255164266 | 1 | 0.4% | |
| -1.094029546 | 1 | 0.4% | |
| 1.350858688 | 1 | 0.4% | |
| -1.278592587 | 1 | 0.4% | |
| 0.3945986927 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.566080451 | 1 | 0.4% | |
| -1.563990712 | 1 | 0.4% | |
| -1.544460654 | 1 | 0.4% | |
| -1.535954952 | 1 | 0.4% | |
| -1.516644239 | 1 | 0.4% | |
| -1.513956785 | 1 | 0.4% | |
| -1.509997845 | 1 | 0.4% | |
| -1.508476853 | 1 | 0.4% | |
| -1.487915754 | 1 | 0.4% | |
| -1.483905077 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.883452058 | 1 | 0.4% | |
| 1.878464937 | 1 | 0.4% | |
| 1.867636681 | 1 | 0.4% | |
| 1.861217856 | 1 | 0.4% | |
| 1.83311224 | 1 | 0.4% | |
| 1.800555348 | 1 | 0.4% | |
| 1.792043686 | 1 | 0.4% | |
| 1.785193205 | 1 | 0.4% | |
| 1.755152941 | 1 | 0.4% | |
| 1.748366356 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.074566721916199e-10 |
|---|---|
| Minimum | -1.8097778558731081 |
| Maximum | 1.6599233150482178 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.809777856 |
|---|---|
| 5-th percentile | -1.64614116 |
| Q1 | -0.8283576369 |
| median | 0.1055177115 |
| Q3 | 0.8152116239 |
| 95-th percentile | 1.473388743 |
| Maximum | 1.659923315 |
| Range | 3.469701171 |
| Interquartile range (IQR) | 1.643569261 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1238456546 |
| Kurtosis | -1.155387527 |
| Mean | -8.074566722e-10 |
| Median Absolute Deviation (MAD) | 0.833997488 |
| Skewness | -0.1987434308 |
| Sum | -2.01864168e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.8505852818 | 1 | 0.4% | |
| -1.538409114 | 1 | 0.4% | |
| 0.7492031455 | 1 | 0.4% | |
| 0.9363459349 | 1 | 0.4% | |
| 1.648789763 | 1 | 0.4% | |
| 0.1064234003 | 1 | 0.4% | |
| -0.4502825141 | 1 | 0.4% | |
| 1.474952579 | 1 | 0.4% | |
| -1.337253571 | 1 | 0.4% | |
| -1.16373992 | 1 | 0.4% | |
| 0.4429541528 | 1 | 0.4% | |
| 0.831708312 | 1 | 0.4% | |
| -1.166346312 | 1 | 0.4% | |
| 0.3804525435 | 1 | 0.4% | |
| -0.3189305365 | 1 | 0.4% | |
| -1.800459266 | 1 | 0.4% | |
| 1.116467237 | 1 | 0.4% | |
| -1.646801949 | 1 | 0.4% | |
| -0.4304982424 | 1 | 0.4% | |
| -0.5939045548 | 1 | 0.4% | |
| 1.493811011 | 1 | 0.4% | |
| -1.651673436 | 1 | 0.4% | |
| -0.3490127623 | 1 | 0.4% | |
| -1.092080355 | 1 | 0.4% | |
| -0.1098197922 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.809777856 | 1 | 0.4% | |
| -1.800459266 | 1 | 0.4% | |
| -1.788598418 | 1 | 0.4% | |
| -1.768764853 | 1 | 0.4% | |
| -1.757354259 | 1 | 0.4% | |
| -1.738719463 | 1 | 0.4% | |
| -1.727962017 | 1 | 0.4% | |
| -1.711662412 | 1 | 0.4% | |
| -1.691380024 | 1 | 0.4% | |
| -1.676322341 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.659923315 | 1 | 0.4% | |
| 1.658010602 | 1 | 0.4% | |
| 1.648789763 | 1 | 0.4% | |
| 1.635557055 | 1 | 0.4% | |
| 1.626289845 | 1 | 0.4% | |
| 1.59300983 | 1 | 0.4% | |
| 1.563070774 | 1 | 0.4% | |
| 1.557800055 | 1 | 0.4% | |
| 1.545573354 | 1 | 0.4% | |
| 1.50734055 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.809139788150788e-10 |
|---|---|
| Minimum | -1.8667882680892944 |
| Maximum | 1.7703254222869873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.866788268 |
|---|---|
| 5-th percentile | -1.614347827 |
| Q1 | -0.8496487141 |
| median | -0.01094124169 |
| Q3 | 0.8133038729 |
| 95-th percentile | 1.609730309 |
| Maximum | 1.770325422 |
| Range | 3.63711369 |
| Interquartile range (IQR) | 1.662952587 |
Descriptive statistics
| Standard deviation | 0.9999999982 |
|---|---|
| Coefficient of variation (CV) | -1280550772 |
| Kurtosis | -1.059262347 |
| Mean | -7.809139788e-10 |
| Median Absolute Deviation (MAD) | 0.8357912302 |
| Skewness | -0.03775700497 |
| Sum | -1.952284947e-07 |
| Variance | 0.9999999964 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.195310712 | 1 | 0.4% | |
| -1.245570064 | 1 | 0.4% | |
| 0.4451551437 | 1 | 0.4% | |
| 1.333353043 | 1 | 0.4% | |
| 0.02617419884 | 1 | 0.4% | |
| 1.617529392 | 1 | 0.4% | |
| 1.517219543 | 1 | 0.4% | |
| 0.682785213 | 1 | 0.4% | |
| -0.2067069411 | 1 | 0.4% | |
| -1.475919008 | 1 | 0.4% | |
| 1.051653504 | 1 | 0.4% | |
| 1.291343808 | 1 | 0.4% | |
| 0.5619289875 | 1 | 0.4% | |
| 0.5529472828 | 1 | 0.4% | |
| -1.615548491 | 1 | 0.4% | |
| -1.050473928 | 1 | 0.4% | |
| 0.0809475407 | 1 | 0.4% | |
| 0.5890174508 | 1 | 0.4% | |
| -0.8517079353 | 1 | 0.4% | |
| -1.012984037 | 1 | 0.4% | |
| -0.09307721257 | 1 | 0.4% | |
| -1.610187173 | 1 | 0.4% | |
| 1.614680648 | 1 | 0.4% | |
| -0.1254003644 | 1 | 0.4% | |
| -1.543240547 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.866788268 | 1 | 0.4% | |
| -1.866071582 | 1 | 0.4% | |
| -1.858228326 | 1 | 0.4% | |
| -1.854938865 | 1 | 0.4% | |
| -1.815699697 | 1 | 0.4% | |
| -1.800781608 | 1 | 0.4% | |
| -1.764883637 | 1 | 0.4% | |
| -1.756389856 | 1 | 0.4% | |
| -1.742903829 | 1 | 0.4% | |
| -1.732523441 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.770325422 | 1 | 0.4% | |
| 1.762257099 | 1 | 0.4% | |
| 1.753128529 | 1 | 0.4% | |
| 1.717188358 | 1 | 0.4% | |
| 1.708107471 | 1 | 0.4% | |
| 1.702399254 | 1 | 0.4% | |
| 1.702053308 | 1 | 0.4% | |
| 1.684303641 | 1 | 0.4% | |
| 1.646190286 | 1 | 0.4% | |
| 1.628776789 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3504177331924438e-10 |
|---|---|
| Minimum | -1.7008146047592163 |
| Maximum | 1.7285373210906982 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.700814605 |
|---|---|
| 5-th percentile | -1.554691559 |
| Q1 | -0.8467017412 |
| median | -0.04140343517 |
| Q3 | 0.8273483664 |
| 95-th percentile | 1.600040841 |
| Maximum | 1.728537321 |
| Range | 3.429351926 |
| Interquartile range (IQR) | 1.674050108 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 7405116031 |
| Kurtosis | -1.145872044 |
| Mean | 1.350417733e-10 |
| Median Absolute Deviation (MAD) | 0.8502214551 |
| Skewness | 0.0003570503809 |
| Sum | 3.376044333e-08 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.3500966132 | 1 | 0.4% | |
| -1.697951198 | 1 | 0.4% | |
| -1.078469038 | 1 | 0.4% | |
| -1.574559808 | 1 | 0.4% | |
| 1.192718148 | 1 | 0.4% | |
| 1.189786553 | 1 | 0.4% | |
| -0.03561640903 | 1 | 0.4% | |
| -0.04719046131 | 1 | 0.4% | |
| -1.117993712 | 1 | 0.4% | |
| 1.724933147 | 1 | 0.4% | |
| -0.6173468232 | 1 | 0.4% | |
| -1.136059403 | 1 | 0.4% | |
| -1.307922244 | 1 | 0.4% | |
| -0.3787357807 | 1 | 0.4% | |
| 1.110058665 | 1 | 0.4% | |
| -1.339152932 | 1 | 0.4% | |
| 1.074441552 | 1 | 0.4% | |
| -1.503214836 | 1 | 0.4% | |
| 1.527625442 | 1 | 0.4% | |
| 1.0309726 | 1 | 0.4% | |
| -1.700814605 | 1 | 0.4% | |
| -1.224874973 | 1 | 0.4% | |
| 1.203141928 | 1 | 0.4% | |
| 0.9135832191 | 1 | 0.4% | |
| -0.5157543421 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.700814605 | 1 | 0.4% | |
| -1.699622154 | 1 | 0.4% | |
| -1.697951198 | 1 | 0.4% | |
| -1.681696415 | 1 | 0.4% | |
| -1.672991753 | 1 | 0.4% | |
| -1.667845845 | 1 | 0.4% | |
| -1.627706409 | 1 | 0.4% | |
| -1.601907372 | 1 | 0.4% | |
| -1.595319033 | 1 | 0.4% | |
| -1.574559808 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.728537321 | 1 | 0.4% | |
| 1.724933147 | 1 | 0.4% | |
| 1.70459199 | 1 | 0.4% | |
| 1.691290617 | 1 | 0.4% | |
| 1.686436296 | 1 | 0.4% | |
| 1.680449963 | 1 | 0.4% | |
| 1.660292268 | 1 | 0.4% | |
| 1.65870595 | 1 | 0.4% | |
| 1.653289914 | 1 | 0.4% | |
| 1.62641263 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.881752490997315e-09 |
|---|---|
| Minimum | -2.484710216522217 |
| Maximum | 3.3784804344177246 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.484710217 |
|---|---|
| 5-th percentile | -1.761403257 |
| Q1 | -0.565447852 |
| median | 0.0706185177 |
| Q3 | 0.5665611327 |
| 95-th percentile | 1.499455673 |
| Maximum | 3.378480434 |
| Range | 5.863190651 |
| Interquartile range (IQR) | 1.132008985 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 257615601.1 |
| Kurtosis | 1.021173614 |
| Mean | 3.881752491e-09 |
| Median Absolute Deviation (MAD) | 0.5651633367 |
| Skewness | 0.1438361961 |
| Sum | 9.704381227e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6953120828 | 1 | 0.4% | |
| -0.3699540794 | 1 | 0.4% | |
| 0.06714197993 | 1 | 0.4% | |
| 0.252532661 | 1 | 0.4% | |
| -0.2382046133 | 1 | 0.4% | |
| 0.5112401247 | 1 | 0.4% | |
| -0.1653606743 | 1 | 0.4% | |
| 0.6657015681 | 1 | 0.4% | |
| 0.8522230387 | 1 | 0.4% | |
| -0.7477271557 | 1 | 0.4% | |
| -1.708342433 | 1 | 0.4% | |
| -1.322599292 | 1 | 0.4% | |
| 0.2233080417 | 1 | 0.4% | |
| 0.8082690835 | 1 | 0.4% | |
| -1.548497438 | 1 | 0.4% | |
| 0.454913497 | 1 | 0.4% | |
| 0.487617135 | 1 | 0.4% | |
| 0.2679016888 | 1 | 0.4% | |
| 0.0914722085 | 1 | 0.4% | |
| 1.620411634 | 1 | 0.4% | |
| -1.1565516 | 1 | 0.4% | |
| 0.5284713507 | 1 | 0.4% | |
| 0.4309834242 | 1 | 0.4% | |
| -0.7994644046 | 1 | 0.4% | |
| -2.088479996 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.484710217 | 1 | 0.4% | |
| -2.387253046 | 1 | 0.4% | |
| -2.222022295 | 1 | 0.4% | |
| -2.10784173 | 1 | 0.4% | |
| -2.088479996 | 1 | 0.4% | |
| -2.075487852 | 1 | 0.4% | |
| -2.013943672 | 1 | 0.4% | |
| -2.011904001 | 1 | 0.4% | |
| -2.002516508 | 1 | 0.4% | |
| -1.987512946 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 3.378480434 | 1 | 0.4% | |
| 3.322248459 | 1 | 0.4% | |
| 3.286864758 | 1 | 0.4% | |
| 3.285151958 | 1 | 0.4% | |
| 1.909730673 | 1 | 0.4% | |
| 1.862428665 | 1 | 0.4% | |
| 1.841619015 | 1 | 0.4% | |
| 1.717872381 | 1 | 0.4% | |
| 1.68494153 | 1 | 0.4% | |
| 1.620411634 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.531625 | -0.166552 | 0.710757 | 1.472966 | -0.188466 | -1.018317 | -1.393816 | -1.041569 | 0.488540 | 0.156159 | 1.332863 |
| 1 | -0.201111 | 0.616861 | 1.269835 | 0.915577 | 0.529244 | 1.574915 | 0.983076 | 0.943144 | -0.915702 | 1.110059 | 0.267902 |
| 2 | 0.884573 | 1.286423 | 1.763193 | 0.983210 | 1.554588 | -0.066275 | -1.185776 | 1.351016 | -0.540948 | 0.059014 | -0.312408 |
| 3 | 1.123549 | 1.530523 | 1.902128 | 1.001439 | 2.181501 | -0.283498 | -0.532131 | 0.151330 | -0.198190 | -1.224875 | 1.684942 |
| 4 | 0.885309 | 0.525285 | -0.092551 | -0.045502 | -0.110581 | -1.058250 | -1.439472 | -1.292743 | -0.035914 | -0.818917 | -1.987513 |
| 5 | -1.188030 | -0.989523 | -0.894702 | -0.464608 | -0.876067 | -0.518602 | 0.359913 | 0.976397 | 0.393456 | -1.347185 | 0.122527 |
| 6 | 0.252550 | 0.745556 | 1.239850 | 0.495303 | 0.754092 | 0.274515 | -0.477888 | 0.893359 | -0.518612 | -1.094333 | -0.734510 |
| 7 | -0.078287 | 0.424146 | -0.404042 | -1.269949 | -0.472468 | 2.803657 | 1.755153 | 0.502194 | -0.302182 | 1.625957 | -0.845243 |
| 8 | -0.705991 | -0.897418 | -0.848077 | -0.925737 | -0.602961 | 0.125781 | -0.122780 | 0.545166 | -0.851708 | 0.603348 | 0.303450 |
| 9 | 1.105794 | 1.660236 | 1.109578 | 0.250354 | 0.869489 | -0.236813 | -0.896503 | -0.319711 | -1.036359 | 1.418703 | 0.586520 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 240 | 0.227709 | -0.553107 | 0.144279 | 0.797917 | 0.001782 | -0.978418 | -1.452502 | -0.604391 | 0.552947 | -1.231482 | 1.177342 |
| 241 | 0.293803 | 1.013126 | 1.253632 | -0.061394 | 0.754829 | -0.233564 | -0.572065 | 0.686550 | -1.274902 | -0.694388 | -1.701008 |
| 242 | 1.496389 | 0.911687 | 1.302594 | 0.899488 | 1.957655 | -1.128716 | 0.240684 | -1.651673 | 0.809792 | -1.601907 | 0.166224 |
| 243 | -1.664012 | -1.305592 | -0.570795 | 0.597441 | -0.441619 | 0.444647 | 1.252585 | -1.570162 | 0.778465 | -0.155973 | 0.014270 |
| 244 | -0.262266 | -0.584622 | 0.185457 | 1.521376 | -0.230752 | -0.791987 | -1.044412 | 1.056330 | -0.861209 | -0.782517 | 1.228233 |
| 245 | -0.423317 | 0.401348 | -0.690589 | -1.549696 | -0.623756 | -1.389366 | -0.148829 | -1.645334 | 0.461814 | -1.184203 | -0.184222 |
| 246 | 0.850906 | 0.774398 | -1.574854 | -1.552231 | -1.447952 | -1.304189 | -1.513957 | 1.211514 | 0.674805 | 0.976286 | -2.484710 |
| 247 | 1.909714 | 1.154261 | 0.665072 | 0.368352 | 1.237317 | -0.534115 | -0.756593 | -1.386420 | -1.417617 | -0.634179 | 1.020654 |
| 248 | 1.150326 | 1.000822 | 0.818480 | 0.029716 | 0.998203 | 0.203011 | -0.239069 | -0.507608 | 1.684304 | 1.406528 | -1.157108 |
| 249 | -0.070416 | 0.211868 | -0.120260 | 0.115081 | -0.183389 | 0.476333 | 0.004650 | 0.813467 | 0.706786 | 0.780437 | 0.234165 |